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@ -273,6 +273,45 @@ to highlight words with high or low confidence:
<img width="965" alt="image" src="https://user-images.githubusercontent.com/1991296/197356445-311c8643-9397-4e5e-b46e-0b4b4daa2530.png">
## Word-level timestamps (experimental)
The [main](examples/main) example has experimental support for word-level timestamp generation. The accuracy
is not great, but might be improved in the future.
To use it, simply add the `-owts` command-line argument. There is a free parameter `-wt` that should be around `0.01`.
Here are a few *"typical"* examples:
```java
./main -m ./models/ggml-base.en.bin -f ./samples/jfk.wav -owts -wt 0.01
source ./samples/jfk.wav.wts
ffplay ./samples/jfk.wav.mp4
```
https://user-images.githubusercontent.com/1991296/198885665-b34b6845-11b8-4449-a255-d9ec2eab1344.mp4
---
```java
./main -m ./models/ggml-base.en.bin -f ./samples/mm0.wav -owts -wt 0.1
source ./samples/mm0.wav.wts
ffplay ./samples/mm0.wav.mp4
```
https://user-images.githubusercontent.com/1991296/198885703-0547ba17-c288-4827-8361-84cc440f2901.mp4
---
```java
./main -m ./models/ggml-base.en.bin -f ./samples/gb0.wav -owts -wt 0.01
source ./samples/gb0.wav.wts
ffplay ./samples/gb0.wav.mp4
```
https://user-images.githubusercontent.com/1991296/198885729-3fc9028c-a50c-4549-a11f-3306ef97e0c4.mp4
---
## Implementation details
- The core tensor operations are implemented in C ([ggml.h](ggml.h) / [ggml.c](ggml.c))